Node Classification on Penn94
86.08AccuracyACM-GCN++
Evaluation Results
| Method | Links | |
|---|---|---|
| ACM-GCN++2023.09 | 86.08 | |
| AxelGNN2025.09 | 86.01 | |
| AxelGNNSim2025.09 | 85.98 | |
| BEC-GCN2025.09 | 85.97 | |
| GPR-GNN2026.05 | 85.9 | |
| GloGNN++2023.09 | 85.74 | |
| GloGNN++2022.05 | 85.74 | |
| GloGNN++2025.09 | 85.74 | |
| HiGCNorder=32023.09 | 85.68 | |
| HiGCNorder=22023.09 | 85.66 | |
| GloGNN2022.05 | 85.57 | |
| HiGCNorder=42023.09 | 84.98 | |
| GNRF2025.09 | 84.88 | |
| OptBasisGNN2026.05 | 84.8 | |
| PCNet2025.09 | 84.75 | |
| LINKX2022.05 | 84.71 | |
| LINKX2025.09 | 84.71 | |
| NFGNNscalable=false2022.12 | 84.1 | |
| ChebNetII2026.05 | 84.1 | |
| SIGN2026.05 | 84 | |
| HMH2026.05 | 84 | |
| BernNet2026.05 | 83.7 | |
| MixHop2022.05 | 83.47 | |
| MixHop2025.09 | 83.4 | |
| SGC2026.05 | 83.1 | |
| HiGCNorder=12023.09 | 83.01 | |
| GCNII2022.05 | 82.92 | |
| GCNII2025.09 | 82.92 | |
| ACM-GCN2022.05 | 82.52 | |
| ACM-GCN2025.09 | 82.52 | |
| GCN2023.09 | 82.47 | |
| GCN2021.10 | 82.47 | |
| GCN2022.05 | 82.47 | |
| GCNscalable=false2022.12 | 82.47 | |
| GCN2025.09 | 82.47 | |
| GCN2026.05 | 81.8 | |
| GLNNteacher=GCN2021.10 | 81.69 | |
| GAT2025.09 | 81.59 | |
| GAT2023.09 | 81.53 | |
| GAT2022.05 | 81.53 | |
| BernNetscalable=false2022.12 | 81.41 | |
| GPRGNN2023.09 | 81.38 | |
| GPR-GNN2022.05 | 81.38 | |
| GPRGNNscalable=false2022.12 | 81.38 | |
| GPRGNN2025.09 | 81.38 | |
| H2GCN2022.05 | 81.31 | |
| H2GCN2025.09 | 81.31 | |
| ChebNet2023.09 | 81.21 | |
| GraphSAGE2025.09 | 80.94 | |
| LINK2021.10 | 80.79 | |
| S2V2023.09 | 80.6 | |
| ChebNet2026.05 | 80.5 | |
| DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=false, Best layer depth=L82026.05 | 80 | |
| DirGNN2025.09 | 79.58 | |
| DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=true, Best layer depth=L82026.05 | 78.7 | |
| DNSD (diag)Map=diag, Adj=true, Odd=false, Gate=true, Best layer depth=L82026.05 | 78.6 | |
| DNSD (diag)Map=diag, Adj=false, Odd=false, Gate=false, Best layer depth=L82026.05 | 76.5 | |
| NSDMap=diag, Best layer depth=L22026.05 | 76.3 | |
| MLPBest layer depth=L22026.05 | 76.2 | |
| NSDMap=full, Best layer depth=L42026.05 | 76.1 | |
| DNSD (diag)Map=diag, Adj=false, Odd=true, Gate=true, Best layer depth=L42026.05 | 76 | |
| APPNPscalable=false2022.12 | 74.33 | |
| WRGAT2022.05 | 74.32 | |
| WRGAT2025.09 | 74.32 | |
| GATBest layer depth=L22026.05 | 74.1 | |
| MLP2023.09 | 73.61 | |
| MLP2021.10 | 73.61 | |
| MLP2022.05 | 73.61 | |
| FC-GSSL2026.04 | 73.5 | |
| GraphPAE2026.04 | 71.79 | |
| S2GAE2026.04 | 70.24 | |
| AUG-MAE2026.04 | 69.9 | |
| Sp2GCL2026.04 | 68.8 | |
| GraphMAE2026.04 | 67.97 | |
| GraphMAE22026.04 | 67.86 | |
| MaskGAE2026.04 | 63.84 | |
| BGRL2026.04 | 63.31 | |
| CCA-SSG2026.04 | 62.63 | |
| VGAE2026.04 | 55.31 |